1 Introduction
2 Related works
3 Proposed methodology
3.1 Swing-twist decomposition
4 Implementation
4.1 Look-up maps for synthetic dataset
4.2 Training discriminators
5 Results and discussion
Joint name [16] | Accuracy (%) | False positive (%) | False negative (%) | Optimal hidden layer |
---|---|---|---|---|
Right up leg | 98.7 | 0.3 | 1.0 | 8 |
Right foot | 97.7 | 1 | 1.3 | 8 |
Left up leg | 98.9 | 0.3 | 0.8 | 8 |
Left foot | 98.2 | 0.6 | 1.2 | 8 |
Spine | 99.4 | 0.1 | 0.5 | 16 |
Spine1 | 99.4 | 0 | 0.6 | 16 |
Neck | 94.4 | 2.3 | 3.3 | 8 |
Head | 97.7 | 0.9 | 1.4 | 8 |
Left shoulder | 97.9 | 0.7 | 1.5 | 16 |
Left arm | 96.8 | 0.5 | 2.7 | 8 |
Left hand | 94.7 | 2.1 | 3.3 | 8 |
Right shoulder | 95.1 | 1.5 | 3.3 | 16 |
Right arm | 95.5 | 1.63 | 2.9 | 8 |
Right hand | 95 | 2 | 3 | 8 |
Akhter et.al | |||
---|---|---|---|
Valid | Invalid | ||
Ours | Valid | 99.92 % | 0.08% |
Invalid | 36.65 % | 63.35% |